From 938d62ea537b8fef9ce73f10b5f6bf5ef4373ec7 Mon Sep 17 00:00:00 2001 From: Shaun Zhou Date: Wed, 2 Sep 2026 21:43:35 +0800 Subject: [PATCH] =?UTF-8?q?docs:=20SimCLR=20=E5=9F=9F=E5=86=85=E8=87=AA?= =?UTF-8?q?=E7=9B=91=E7=9D=A3=E7=9A=84=E5=AE=9E=E6=B5=8B=E5=AF=B9=E6=AF=94?= =?UTF-8?q?=E4=B8=8E=E5=A4=9A=E5=90=8E=E7=AB=AF=E8=AF=B4=E6=98=8E?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 新增 §10.5:SimCLR vs ImageNet 预训练在 14,579 张上的同设置对比。 只训 1 个 epoch 的域内特征在 k=4 上即追平(轮廓 0.334 vs 0.325), 在 k=2 上大幅胜出(轮廓 0.469、稳定性 0.991)——目视确认该二分正是 "有明显缺陷 / 弱纹理近空白",可直接作为流水线的第一级过滤 - 复杂度表补 MPS 实测:特征提取 84s(CPU) -> 51s(MPS),SimCLR 约 65s/epoch - README 增加"计算后端"小节(三后端的 AMP 默认值、显存统计与限制) - 流程图与对照表同步去掉已移除的 GPU 守卫 Co-Authored-By: Claude Opus 5 --- README.md | 44 ++++++++--- docs/unsupervised-clustering.md | 127 ++++++++++++++------------------ figures/clustering-pipeline.md | 4 +- figures/clustering-pipeline.mmd | 2 +- figures/clustering-pipeline.png | Bin 197998 -> 198064 bytes 5 files changed, 93 insertions(+), 84 deletions(-) diff --git a/README.md b/README.md index 45d05c9..5e5398c 100644 --- a/README.md +++ b/README.md @@ -25,13 +25,30 @@ convolution 的结构(不含 attention / transformer),并支持导出 ONNX ```bash uv sync # 安装依赖(含 swanlab) uv sync --group export # 需要导出 ONNX 时再装 -uv run python scripts/check_env.py # 自检(Python / PyTorch / Nvidia GPU) +uv run python scripts/check_env.py # 自检(Python / PyTorch / 可用后端) ``` -> **训练机必须有 Nvidia GPU。** 所有训练入口先调用 `utils.device.require_cuda()`, -> 检测不到 CUDA 构建的 PyTorch 或可用 GPU 时直接报错退出。评估与 ONNX 导出允许 CPU。 -> Linux 上 PyPI 的 torch 即 CUDA 构建;如需指定 CUDA 版本: -> `uv pip install --index-url https://download.pytorch.org/whl/cu124 torch torchvision` +### 计算后端 + +支持 **CUDA / MPS(Apple Silicon)/ CPU**。配置里的 `device: auto` 按 `cuda > mps > cpu` +自动挑最快的可用后端,也可以显式写 `cuda` / `mps` / `cpu`,或用命令行 `--device` 覆盖: + +```bash +uv run python train.py --config configs/train/baseline.yaml # auto +uv run python train.py --config configs/train/baseline.yaml --device mps # 强制 Mac GPU +uv run python train.py --config configs/train/baseline.yaml --device cpu +``` + +**显式指定不可用的后端会直接报错退出**,不会悄悄退回 CPU——训练慢几十倍却不吭声是最坏的情况。 + +| 后端 | AMP 默认 | 显存统计 | 备注 | +| --- | --- | --- | --- | +| `cuda` | **开** | 精确峰值 | Linux 上 PyPI 的 torch 即 CUDA 构建;指定版本用 `uv pip install --index-url https://download.pytorch.org/whl/cu124 torch torchvision` | +| `mps` | **关** | 采样下界 | Apple Silicon。autocast 可用且数值正常,但实测比 fp32 慢(tiny_conv @128²:fp32 76 ms/步,fp16 90 ms),故默认不开;`amp: true` 可强制打开 | +| `cpu` | 不支持 | 无 | 实测比 MPS 慢约 30 倍,仅适合调试与精度回归 | + +`amp` 字段接受 `auto`(随后端)/ `true` / `false`。MPS 上 `torch.profiler` 抓不到 Metal kernel +(没有对应的 `ProfilerActivity`),算子明细只反映 CPU 侧下发耗时。 ## 数据准备 @@ -148,7 +165,7 @@ uv run python scripts/cluster_unlabeled.py --config configs/cluster/film.yaml # 先扫一遍簇数再决定分几类 uv run python scripts/cluster_unlabeled.py --config configs/cluster/film.yaml --sweep-k 2-8 -# 换成在本地数据上自监督训练的特征(SimCLR,属于训练,需要 Nvidia GPU) +# 换成在本地数据上自监督训练的特征(SimCLR,Mac 上自动走 MPS) uv run python scripts/cluster_unlabeled.py --config configs/cluster/film.yaml --set method=simclr ``` @@ -177,8 +194,8 @@ uv run python scripts/cluster_unlabeled.py --config configs/cluster/film.yaml -- **本批薄膜图上自监督训练**一个项目自己的纯卷积骨架,域适配更好。同一张图的两个随机增强 视图互为正样本,batch 内其余 2B−2 个视图为负样本,用 NT-Xent 损失训练。 -**这属于训练,因此必须有 Nvidia GPU**(走 `utils.device.require_cuda()` 守卫, -在无卡机器上会直接报错退出): +训练走 `device: auto` 选中的后端——**Mac 上直接用 MPS 即可**,实测 14,579 张、 +batch 256 时约 65 秒/epoch: ```bash # 1. 自监督训练 + 聚类一步跑完(首次运行) @@ -191,7 +208,13 @@ uv run python scripts/cluster_unlabeled.py --config configs/cluster/film.yaml uv run python scripts/cluster_unlabeled.py --config configs/cluster/film.yaml --set method=simclr simclr.epochs=200 simclr.batch_size=512 simclr.temperature=0.1 ``` -训练完权重存到 `/simclr_backbone.pth`(**只含骨架,不含投影头**——投影头被训练成 +**实测效果**(14,579 张,与 pretrained 用完全相同的聚类设置):只训 **1 个 epoch** 的域内特征 +在 k=4 上就追平 ImageNet(轮廓 0.334 vs 0.325),在 **k=2 上大幅胜出**(轮廓 0.469、 +稳定性 0.991)——目视确认这个二分正是"有明显缺陷 / 弱纹理近空白",可直接当作流水线的 +第一级过滤。详见 [文档 §10.5](docs/unsupervised-clustering.md#105-simclr-域内自监督-vs-imagenet-预训练)。 + +训练每 `save_interval` 个 epoch 落一次盘,中途 Ctrl-C 也能拿到当前权重继续用。 +权重存到 `/simclr_backbone.pth`(**只含骨架,不含投影头**——投影头被训练成 对增强不变,会丢掉下游有用的信息,所以聚类和保存都只用骨架特征)。相关配置: ```yaml @@ -204,7 +227,8 @@ simclr: epochs: 100 batch_size: 256 temperature: 0.2 # 越小越关注难负样本 - amp: true + amp: auto # CUDA 上开、MPS 上关 + save_interval: 5 # 每 5 个 epoch 落一次盘 checkpoint: null # 填已有权重可跳过重复训练 projection: {hidden_channels: 256, out_channels: 128} optimizer: {name: adamw, lr: 0.001, weight_decay: 0.0001} diff --git a/docs/unsupervised-clustering.md b/docs/unsupervised-clustering.md index 738fabe..29df87d 100644 --- a/docs/unsupervised-clustering.md +++ b/docs/unsupervised-clustering.md @@ -20,7 +20,7 @@ 7. [阶段五:无标签评估](#7-阶段五无标签评估) 8. [阶段六:SimCLR 自监督(可选)](#8-阶段六simclr-自监督可选) 9. [复杂度与实测耗时](#9-复杂度与实测耗时) -10. [消融实验数据](#10-消融实验数据) +10. [消融实验数据](#10-消融实验数据)(含 [SimCLR vs ImageNet 对比](#105-simclr-域内自监督-vs-imagenet-预训练)) 11. [已知局限与改进方向](#11-已知局限与改进方向) 12. [公式与代码对照表](#12-公式与代码对照表) @@ -130,7 +130,7 @@ flowchart TB summ["summary.json
簇大小 / 轮廓 / 稳定性"]:::out end - simclr["可选:SimCLR 自监督
method = simclr
需 Nvidia GPU"]:::feat + simclr["可选:SimCLR 自监督
method = simclr
cuda / mps 均可"]:::feat scan --> PRE PRE -->|"x̃ᵢ"| FEAT @@ -330,8 +330,7 @@ xychart | 32 | 0.922 | 0.050 | 59% | | 64 | 0.922 | 0.047 | 82% | -不白化时结果对 $q$ 几乎不敏感(都是 0.92),白化则全线崩溃。在真实数据上, -早期开白化的版本最大簇吃掉 **96%** 的样本、稳定性仅 0.01;关掉后最大簇降到 38%。 +不白化时结果对 $q$ 几乎不敏感(都是 0.92),白化则全线崩溃。在真实数据上,早期开白化的版本最大簇吃掉 **96%** 的样本、稳定性仅 0.01;关掉后最大簇降到 38%。 > 这条结论被回归测试 `test_whitening_amplifies_noise_directions` 锁死。 @@ -405,16 +404,13 @@ $$ \mu_j = \frac{1}{|C_j|}\sum_{i \in C_j} y_i . $$ -由于 $J$ 在两步中都不增、且 $J \ge 0$ 有下界,同时 $N$ 个点划分成 $k$ 簇的方式**有限**, -算法必在有限步内停止。收敛判据用相对变化:$|J_{\text{prev}} - J| \le \text{tol}\cdot J_{\text{prev}}$, -`tol = 1e-5`,上限 100 次迭代。 +由于 $J$ 在两步中都不增、且 $J \ge 0$ 有下界,同时 $N$ 个点划分成 $k$ 簇的方式**有限**,算法必在有限步内停止。收敛判据用相对变化:$|J_{\text{prev}} - J| \le \text{tol}\cdot J_{\text{prev}}$,`tol = 1e-5`,上限 100 次迭代。 > **注意**:收敛保证的是局部最优,不是全局最优——这正是需要 `n_init` 的原因。 ### 6.3 k-means++ 初始化 -均匀随机取初值时,多个初始质心可能落在同一团里,导致明显的坏解。k-means++ 按到已选 -质心的平方距离采样: +均匀随机取初值时,多个初始质心可能落在同一团里,导致明显的坏解。k-means++ 按到已选质心的平方距离采样: $$ \Pr(\text{选中 } y) = \frac{D(y)^2}{\sum_{y'} D(y')^2}, @@ -431,28 +427,22 @@ $$ ### 6.4 空簇处理 -更新步中若某簇没有任何成员,$\mu_j$ 无定义。实现的处理是:**把当前离自身质心最远的点 -提为该空簇的新质心**。这保证输出恰好 $k$ 个非空簇(否则实际簇数会悄悄缩水),且由于选的是 -$J$ 贡献最大的点,这一步通常还会降低 $J$。 +更新步中若某簇没有任何成员,$\mu_j$ 无定义。实现的处理是:**把当前离自身质心最远的点提为该空簇的新质心**。这保证输出恰好 $k$ 个非空簇(否则实际簇数会悄悄缩水),且由于选的是 $J$ 贡献最大的点,这一步通常还会降低 $J$。 ### 6.5 多次重启 -跑 `n_init = 10` 次完整的(初始化 + Lloyd),取 $J$ 最小的一次。设单次落入某个坏局部最优的 -概率为 $p$,则 10 次全坏的概率降到 $p^{10}$。 +跑 `n_init = 10` 次完整的(初始化 + Lloyd),取 $J$ 最小的一次。设单次落入某个坏局部最优的概率为 $p$,则 10 次全坏的概率降到 $p^{10}$。 ### 6.6 子集拟合 + 全量指派 -可选地只用随机子集 $\mathcal{S} \subset \{1..N\}$(`fit_max_samples`)拟合质心,再把全部 -$N$ 个样本按最近质心指派: +可选地只用随机子集 $\mathcal{S} \subset \{1..N\}$(`fit_max_samples`)拟合质心,再把全部 $N$ 个样本按最近质心指派: $$ \mu^* = \arg\min_\mu J_{\mathcal{S}}(\mu), \qquad c(i) = \arg\min_j \lVert y_i - \mu^*_j \rVert, \ \ i = 1,\dots,N . $$ -合理性:质心是簇内均值的估计,其标准误随 $1/\sqrt{|\mathcal{S}|}$ 下降,几千个样本已足够。 -**子集必须是纯随机抽取**——按目录或任何人工整理的历史标签做分层,等于把先验偷偷注入 -无监督流程。默认 `fit_max_samples: 0`(用全部样本),因为 14.5k × 32 维的 K-Means 本来就只要几秒。 +合理性:质心是簇内均值的估计,其标准误随 $1/\sqrt{|\mathcal{S}|}$ 下降,几千个样本已足够。**子集必须是纯随机抽取**——按目录或任何人工整理的历史标签做分层,等于把先验偷偷注入无监督流程。默认 `fit_max_samples: 0`(用全部样本),因为 14.5k × 32 维的 K-Means 本来就只要几秒。 --- @@ -476,8 +466,7 @@ s(i) = \frac{b(i) - a(i)}{\max\{a(i),\, b(i)\}} \in [-1, 1], \bar{s} = \frac{1}{N}\sum_i s(i). $$ -$s(i) \to 1$ 表示样本牢牢待在自己簇里,$s(i) < 0$ 表示它离别的簇更近(八成分错了)。 -计算是 $O(N^2 d)$,故超过 `max_samples = 2000` 时随机抽样估计。 +$s(i) \to 1$ 表示样本牢牢待在自己簇里,$s(i) < 0$ 表示它离别的簇更近(八成分错了)。计算是 $O(N^2 d)$,故超过 `max_samples = 2000` 时随机抽样估计。 ### 7.2 换种子稳定性(划分是否可复现) @@ -494,12 +483,9 @@ I(\mathcal{A};\mathcal{B}) = \sum_{a}\sum_{b} p(a,b)\log\frac{p(a,b)}{p(a)p(b)}, H(\mathcal{A}) = -\sum_a p(a)\log p(a), $$ -其中 $p(a,b) = |A_a \cap B_b| / N$。NMI 对簇编号的置换不变(换标签名不影响), -取值 $[0,1]$,1 表示两次划分完全一致。 +其中 $p(a,b) = |A_a \cap B_b| / N$。NMI 对簇编号的置换不变(换标签名不影响),取值 $[0,1]$,1 表示两次划分完全一致。 -**为什么这个指标关键**:数据里真有 $k$ 团结构时,不同初始化会收敛到同一套划分,NMI ≈ 1; -若是在硬切一团连续的数据,边界位置随初值乱跳,NMI 会很低。它比轮廓系数更能识破 -"强行分 $k$ 类"的情形。实测中它一眼揪出了白化的问题(稳定性 0.01)。 +**为什么这个指标关键**:数据里真有 $k$ 团结构时,不同初始化会收敛到同一套划分,NMI ≈ 1;若是在硬切一团连续的数据,边界位置随初值乱跳,NMI 会很低。它比轮廓系数更能识破"强行分 $k$ 类"的情形。实测中它一眼揪出了白化的问题(稳定性 0.01)。 > **不使用外部标签。** `data/film` 下的目录名(`grease`、`wrinkle`、`反面纵黑点`……) > 是人工整理的历史产物,既不完整也未必正确,因此既不参与聚类、也不用于评估。 @@ -508,9 +494,7 @@ $$ ## 8. 阶段六:SimCLR 自监督(可选) -`method: pretrained` 用的是 ImageNet 权重——域外的。`method: simclr` 则在**这批薄膜图 -本身**上学特征,域适配更好。它是训练,因此按项目约定必须有 Nvidia GPU -(`utils.device.require_cuda()` 守卫)。 +`method: pretrained` 用的是 ImageNet 权重——域外的。`method: simclr` 则在**这批薄膜图本身**上学特征,域适配更好。它是训练,设备由 `device: auto` 按 `cuda > mps > cpu` 自动挑选:CUDA 与 Apple Silicon 的 MPS 都能跑(实测 14,579 张、batch 256 时 MPS 约 65 秒/epoch),CPU 慢约 30 倍不建议。 ```mermaid flowchart TB @@ -572,12 +556,9 @@ $$ x_i^{(1)} = t(I_i), \qquad x_i^{(2)} = t'(I_i). $$ -$\mathcal{T}$ 包含 `RandomResizedCrop(scale=0.5~1.0)`、水平/垂直翻转、高斯模糊。 -**监督信号完全来自"这两个视图来自同一张图"这一事实**,不需要任何人工标签。 +$\mathcal{T}$ 包含 `RandomResizedCrop(scale=0.5~1.0)`、水平/垂直翻转、高斯模糊。**监督信号完全来自"这两个视图来自同一张图"这一事实**,不需要任何人工标签。 -> `scale` 下限不宜低于 0.4:裁得太狠容易两个视图都只剩背景,"背景 vs 背景"被当成正样本对, -> 学出的特征会退化。另外主 transforms 里的 `PerImageStandardize` 在增强**之后**执行, -> 因此 `ColorJitter` 的亮度扰动最终会被抵消,真正起作用的是裁剪/翻转/模糊。 +> `scale` 下限不宜低于 0.4:裁得太狠容易两个视图都只剩背景,"背景 vs 背景"被当成正样本对,学出的特征会退化。另外主 transforms 里的 `PerImageStandardize` 在增强**之后**执行,因此 `ColorJitter` 的亮度扰动最终会被抵消,真正起作用的是裁剪/翻转/模糊。 ### 8.2 NT-Xent 损失 @@ -596,16 +577,11 @@ $$ \log \frac{\exp\!\big(S_{k,\pi(k)}\big)}{\sum_{m \neq k}\exp\!\big(S_{k,m}\big)}\ } $$ -分子只有 1 个正样本对,分母是全部 $2B-2$ 个负样本加正样本对。形式上就是把 -"在 $2B-1$ 个候选中认出配对视图"当成一个 $(2B-1)$ 类的分类问题——实现里直接用 -`F.cross_entropy(S, targets)`,`targets[k] = π(k)`。 +分子只有 1 个正样本对,分母是全部 $2B-2$ 个负样本加正样本对。形式上就是把"在 $2B-1$ 个候选中认出配对视图"当成一个 $(2B-1)$ 类的分类问题——实现里直接用 `F.cross_entropy(S, targets)`,`targets[k] = π(k)`。 -**温度 $\tau$** 控制分布的尖锐度:$\tau$ 小 ⇒ softmax 更尖 ⇒ 梯度集中在最难的负样本上; -$\tau$ 大 ⇒ 所有负样本近乎等权。默认 $\tau = 0.2$。 - -**与互信息的关系**:NT-Xent 是 InfoNCE 的一个实例,最小化 $\mathcal{L}$ 等价于最大化两个 -视图表征之间互信息的一个下界: +**温度 $\tau$** 控制分布的尖锐度:$\tau$ 小 ⇒ softmax 更尖 ⇒ 梯度集中在最难的负样本上;$\tau$ 大 ⇒ 所有负样本近乎等权。默认 $\tau = 0.2$。 +**与互信息的关系**:NT-Xent 是 InfoNCE 的一个实例,最小化 $\mathcal{L}$ 等价于最大化两个视图表征之间互信息的一个下界: $$ I\big(h^{(1)}; h^{(2)}\big) \;\ge\; \log(2B-1) - \mathcal{L}. $$ @@ -614,16 +590,12 @@ $$ ### 8.3 为什么聚类用骨架特征而不是投影头输出 -$g_\varphi$ 被显式训练成对增强 $\mathcal{T}$ **不变**。凡是被增强破坏掉的信息(模糊掉的 -高频细节、翻转掉的方向性),在 $z$ 里都会被压掉。而这些信息对下游任务往往有用。 -$h = f_\theta(x)$ 位于投影头之前,保留得更完整——这是 SimCLR 原论文的既有结论 -(线性评估上 $h$ 比 $z$ 高十几个点)。因此:**训练用 $z$ 算损失,聚类和保存权重都只用 $h$。** +$g_\varphi$ 被显式训练成对增强 $\mathcal{T}$ **不变**。凡是被增强破坏掉的信息(模糊掉的高频细节、翻转掉的方向性),在 $z$ 里都会被压掉。而这些信息对下游任务往往有用。 +$h = f_\theta(x)$ 位于投影头之前,保留得更完整——这是 SimCLR 原论文的既有结论(线性评估上 $h$ 比 $z$ 高十几个点)。因此:**训练用 $z$ 算损失,聚类和保存权重都只用 $h$。** ### 8.4 与检测任务的衔接 -`simclr_backbone.pth` 里的骨架就是项目检测模型用的同一个卷积骨架,可以直接拿去初始化 -`DefectNet` 的 backbone——在标注量有限时,用 14.5k 张无标注图预训练过的权重通常比 -ImageNet 权重更贴合薄膜的成像特性。 +`simclr_backbone.pth` 里的骨架就是项目检测模型用的同一个卷积骨架,可以直接拿去初始化 `DefectNet` 的 backbone——在标注量有限时,用 14.5k 张无标注图预训练过的权重通常比 ImageNet 权重更贴合薄膜的成像特性。 --- @@ -641,7 +613,7 @@ ImageNet 权重更贴合薄膜的成像特性。 | 产出(软链 + 拼图) | $O(N + k\cdot\text{preview})$ | ~2 s | | **合计** | | **~100 s** | -GPU 上特征提取会快一个数量级;瓶颈会转移到图像解码(可增大 `loader.num_workers`)。 +换到 Apple Silicon 的 MPS(`device: auto` 自动选中)后,同样 14,579 张的特征提取从 84 秒降到 51 秒——瓶颈已转移到图像解码,继续加速要靠增大 `loader.num_workers`。SimCLR 自监督训练在 MPS 上约 65 秒/epoch(batch 256,双视图,显存峰值约 137 MB)。 --- @@ -688,10 +660,32 @@ GPU 上特征提取会快一个数量级;瓶颈会转移到图像解码(可 | 7 | 0.230 | 0.692 | 0.28 | [236, 345, 87, 509, 559, 150, 114] | | 8 | 0.272 | 0.758 | 0.34 | [676, 215, 58, 27, 176, 99, 430, 319] | -$k=4$ 的稳定性在 $k \in [3,7]$ 中最高,轮廓也接近峰值——默认值 4 有数据支撑。 -命令行随时可扫:`--sweep-k 2-8`。 +$k=4$ 的稳定性在 $k \in [3,7]$ 中最高,轮廓也接近峰值——默认值 4 有数据支撑。命令行随时可扫:`--sweep-k 2-8`。 -### 10.5 全量最终结果 +### 10.5 SimCLR 域内自监督 vs ImageNet 预训练 + +在全部 14,579 张上、用**完全相同**的聚类设置(PCA 32 维、不白化、`n_init=10`)对比两种特征。 +SimCLR 一侧用的是在本批数据上**只训了 1 个 epoch**(Apple M 系列 MPS,65 秒)的 tiny_conv 骨架: + +| 特征 | 维度 | $k=4$ 轮廓 | $k=4$ 稳定性 | $k=2$ 轮廓 | $k=2$ 稳定性 | +| --- | --- | --- | --- | --- | --- | +| ImageNet 预训练 layer2+3 | 384 | 0.325 | **0.977** | 0.354 | 0.887 | +| SimCLR 域内(1 epoch) | 256 | **0.334** | 0.829 | **0.469** | **0.991** | + +两点值得注意: + +1. **只训 1 个 epoch 就在 $k=4$ 上追平并略微超过 ImageNet 特征**(0.334 vs 0.325),而它的维度还少三分之一。域内自监督的性价比很高。 +2. **$k=2$ 上 SimCLR 明显更强**(轮廓 0.469、稳定性 0.991)。目视确认这个二分就是"有明显缺陷 / 弱纹理近空白":8,750 张落在空白侧,5,829 张落在缺陷侧(褶皱、V 形折痕、条纹、异物、点串)。这正是 [§11](#11-已知局限与改进方向) 提到的"先筛掉无缺陷样本再细分"那一步——SimCLR 特征直接把它做出来了,可以作为流水线的第一级过滤。 + +$k=4$ 时 SimCLR 的四个簇为:暗底细长条纹/点串/异物(2,423)、空白暗底两类(5,801 + 2,927)、亮底团块/污渍(3,428)。相比 ImageNet 特征的划分,两个缺陷簇的代表样本明显更同质。 + +$k=4$ 稳定性略低于 ImageNet(0.83 vs 0.98),符合"数据的主结构是二分、强行切四份时边界不唯一"的解释。 + +> **这是下界,不是 SimCLR 的上限。** 原计划跑 40 epoch,中途在 epoch 12(loss 4.55 → 2.66)停掉, +> 而当时 `fit()` 只在全部 epoch 结束后落盘,训练成果没保住。该缺陷已修复(`save_interval` +> 每 5 个 epoch 存一次,并捕获 KeyboardInterrupt),上表用的是此前完整跑完的 1-epoch 权重。 + +### 10.6 全量最终结果 | 指标 | 值 | | --- | --- | @@ -715,25 +709,15 @@ $k=4$ 的稳定性在 $k \in [3,7]$ 中最高,轮廓也接近峰值——默 ## 11. 已知局限与改进方向 -1. **两个簇是"近乎空白"的。** 这批裁片里确实有很大比例在 128×128 尺度下看不出明显缺陷, - $k=4$ 就会把其中两个名额花在它们的细微差异上。这是数据本身的性质,不是算法缺陷。 - 对策:调大 $k$ 让缺陷簇进一步细分;或先用一个简单的对比度/能量阈值把"无明显缺陷" - 的样本筛掉,再对剩下的做聚类。 +1. **两个簇是"近乎空白"的。** 这批裁片里确实有很大比例在 128×128 尺度下看不出明显缺陷,$k=4$ 就会把其中两个名额花在它们的细微差异上。这是数据本身的性质,不是算法缺陷。对策:调大 $k$ 让缺陷簇进一步细分;或先用一个简单的对比度/能量阈值把"无明显缺陷"的样本筛掉,再对剩下的做聚类。 -2. **ImageNet 特征终究是域外的。** `method: simclr` 在本批数据上自监督预训练,理论上更贴合, - 但需要 GPU 且要调 epoch / batch size。建议在 GPU 机器上跑一次并与 pretrained 对比 - 轮廓系数与稳定性。 +2. **ImageNet 特征终究是域外的。** 已实测:只训 1 个 epoch 的域内 SimCLR 就在 $k=4$ 上追平(0.334 vs 0.325),在 $k=2$ 上大幅胜出(0.469 / 稳定性 0.991),见 [§10.5](#105-simclr-域内自监督-vs-imagenet-预训练)。继续训到几十个 epoch 值得一试。 -3. **拉伸带来的各向异性形变**在极端长条(40:1)上很严重。若发现某个簇专门收集长条, - 可换 `CenterCrop`(原分辨率取中心 patch),或改成多 patch 聚合(对每张图取若干 patch - 分别编码后取平均/最大)。后者对"缺陷是局部的"这一先验更契合,目前尚未实现。 +3. **拉伸带来的各向异性形变**在极端长条(40:1)上很严重。若发现某个簇专门收集长条,可换 `CenterCrop`(原分辨率取中心 patch),或改成多 patch 聚合(对每张图取若干 patch 分别编码后取平均/最大)。后者对"缺陷是局部的"这一先验更契合,目前尚未实现。 -4. **K-Means 假设簇是各向同性的球。** 若缺陷类别在特征空间里呈细长流形,K-Means 会切错。 - 备选:谱聚类(构图 + 拉普拉斯特征向量)或 HDBSCAN(不需要预设 $k$,能标记噪声点)。 - 代价是复杂度更高、超参更难调。 +4. **K-Means 假设簇是各向同性的球。** 若缺陷类别在特征空间里呈细长流形,K-Means 会切错。备选:谱聚类(构图 + 拉普拉斯特征向量)或 HDBSCAN(不需要预设 $k$,能标记噪声点)。代价是复杂度更高、超参更难调。 -5. **轮廓系数 0.33 属于"弱但存在"的结构。** 不要指望聚类结果能直接当标签用; - 它的定位是**把人工核对的工作量从 14,579 张降到 4 个簇的抽查**。 +5. **轮廓系数 0.33 属于"弱但存在"的结构。** 不要指望聚类结果能直接当标签用;它的定位是**把人工核对的工作量从 14,579 张降到 4 个簇的抽查**。 --- @@ -757,11 +741,12 @@ $k=4$ 的稳定性在 $k \in [3,7]$ 中最高,轮廓也接近峰值——默 | NT-Xent 损失 | `engine/simclr.py::nt_xent_loss` | | SimCLR 训练循环 | `engine/simclr.py::SimCLRTrainer` | | 投影头 $g_\varphi$ | `models/heads/projection.py::ProjectionHead` | -| GPU 守卫 | `utils/device.py::require_cuda` | +| 设备解析(cuda/mps/cpu,auto 优先级) | `utils/device.py::resolve_device` | +| AMP 随后端的默认值 | `utils/device.py::resolve_amp` / `default_amp` | +| 跨后端显存峰值 | `utils/device.py::PeakMemory` | | CLI 与产出 | `scripts/cluster_unlabeled.py` | -**相关测试**:`tests/test_cluster.py`(K-Means 正确性、白化回归、稳定性、NMI)、 -`tests/test_unlabeled_dataset.py`(扫描、混合尺寸/通道、逐图标准化的不变性)。 +**相关测试**:`tests/test_cluster.py`(K-Means 正确性、白化回归、稳定性、NMI)、`tests/test_unlabeled_dataset.py`(扫描、混合尺寸/通道、逐图标准化的不变性)。 --- diff --git a/figures/clustering-pipeline.md b/figures/clustering-pipeline.md index 4f14d52..596558a 100644 --- a/figures/clustering-pipeline.md +++ b/figures/clustering-pipeline.md @@ -1,7 +1,7 @@ # 无监督聚类流水线 从 `data/film` 的原始图片到可人工核对的分组结果:六个阶段的数据流、张量形状与每步的数学操作。 -虚线是可选的 SimCLR 自监督分支(`method: simclr`,需要 Nvidia GPU)。 +虚线是可选的 SimCLR 自监督分支(`method: simclr`,CUDA 与 Apple MPS 均可)。 ```mermaid flowchart TB @@ -67,7 +67,7 @@ flowchart TB summ["summary.json
簇大小 / 轮廓 / 稳定性"]:::out end - simclr["可选:SimCLR 自监督
method = simclr
需 Nvidia GPU"]:::feat + simclr["可选:SimCLR 自监督
method = simclr
cuda / mps 均可"]:::feat scan --> PRE PRE -->|"x̃ᵢ"| FEAT diff --git a/figures/clustering-pipeline.mmd b/figures/clustering-pipeline.mmd index c814523..3426869 100644 --- a/figures/clustering-pipeline.mmd +++ b/figures/clustering-pipeline.mmd @@ -61,7 +61,7 @@ flowchart TB summ["summary.json
簇大小 / 轮廓 / 稳定性"]:::out end - simclr["可选:SimCLR 自监督
method = simclr
需 Nvidia GPU"]:::feat + simclr["可选:SimCLR 自监督
method = simclr
cuda / mps 均可"]:::feat scan --> PRE PRE -->|"x̃ᵢ"| FEAT diff --git a/figures/clustering-pipeline.png b/figures/clustering-pipeline.png index a968862f1f7c7ce14bc32805e0cd74793675fcfb..b0b84b6aaab559a64204a1b673aa0357ad8c02c3 100644 GIT binary patch delta 156453 zcmaI7byQSs+de$EiYO=uA_xd5NJ@y5w898T_ecy#cXw_JDFKo0l5U1hr8^{t6zLe6 zp_$+1{XFmc$NR1I?KNw;+-~>2;=Il{j^o@4x>XWgOc-%}jWMhaH`|dHc%N z`ww1WmKBx#LU|RToQN0=;evduhR((qdDU3R-S9{BA3j`p1~>lr?#s0+U1uGm_a8l^ zr}{c~G%Ws&S>PyHu21MlWW|A6xa=c)y|5b{H!)g^T7h=l<~Qoz)!#H&7Szr}u8uX4 z*X9kntD=1=<4F+h^xRAzS{Lo`4-5u-f%-X#_KY_ z(Y*Z3n4;N`P#<*_)~!Vw490+Q{RPvf}9bjNK6Q;LK{M z%Zv-;bP`y{wrmKf(VCEZ*6EzOSD<*kE-9X{k$;wE@_+SMr;2BDa;Uxklo1(}TElId z(eOK>@#;Ae(t|wzFi*MKCAXhLb0~4%Jxy&#?ILBCt+B4;0L7%HBzz7ptw=^c}`eDR@QpZoZ{HTenzhZeRrQ1y?C|HT*avP7aOCT(Q5N5yF_{j zp%GPgG_Y1y$Hq3Tlyz`wEL(iuk*OM}uCJsP%|=g;?*78}U{$2#-)OD(gxz1YDAE-w%Y(GPB_PuK5hR_APv#`t2So~xG2f%3 zwKZLb*7mt)geQ}TYlY2f=Qg%0)6?06um;R_8(9IR+@B;IbR|AFzd~Bok$G>cNIgQm zeey&2;cuDN*^dTw{5}Qx(*7MWc}3BoNtNiPY^RGPZvD}P=CY3+4ER`=2%PD}b4o2g z9tvnHS#YT8{b4^0Hn{i|JRwP>^EaJ>@LpShs80Kt= zlu{h|Ys(8HqA|5TM=C$U176!L%ehKv&NrK!ar7P-ql?7d@Mtc%z74FbZCL6Ng)*l% z3CNog7;|2mxiD#=6iZQ~XbLD4hG@j|K&W6>hN zIo#ID0^HcfL!^5NBUZ?dZkLlYFqoN{+;*`A`6g(hezxlZ`I(}(YvA8Bb&oWn; zgPGn@#(uYF(TMA^jjRV-qz`@x_tb3YH7Hl8Qlig3K7}rjvDQvLQ2!d4x}Pq z`Q$nKqbJ$!?T_bi4b<%$L~CDVWiQ1SxI|wS__fA6iK9t{gI@ z3{u=pX!PyzFulir;($w5ycA7}oeCvl>ScU+ayu`N5pMiTDj~pKm&nN>tk0mw)R6pM z)V_L+eBRdh+`!|^gXeQc!OagHCM%q6BtsP? zXC5a??0tuIZk0xr&_JJ$<9zo_L874-b;jjokuK5Mn!8?C)Ys!Lz4RIU+A~6vT3TZI z511aY3U5jU$voa#o!R0W$OqnVT~S-TSJDURf?#%%_KG;`60EY#CJBGvm{pT&E3fPM zb3xS%AN517v`y)gE5FU@fn#7z1TE#o3u*tkj&ZHVO(AYphEbXD9i|Y1*HA0CNpPbf<=cX}*#pw#R%<${@R5w*nUCe?=O2ENe4OlYBeW#F zLUTw*5wxL9 zb=|cS4;>v^7UyKwDdGLmhdvKhI=dSV5qE4i(fY2fBTuYj>Lc+z;ER9E+oumL<`f?) z&y{k0YB7z8)VvdJts$I)AC~Aab0|k=epW9DlD%hpygsCg`=Mx%z1?Mg$_LC^h52hrs zu*%K+zGOG$)z>Q1G1|q>^4Q?8-DyF}#acHnI3Rud`!>-H%*sml`DIheH_UkmMBeXT8f+LsJuZBj_x3>$L`Oml{?|+!_B!F>EDt^hTuXvJZ57G8CbdLXGkyP_{{Pm z&w-J#nYv0fkcIyd15aH}hMTZfrPWqCbPc+4n4a#qOvmwkxpHD|b;Ai-R@FL

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